A reduced order model based on machine learning for numerical analysis: An application to geomechanics

Reduced order modeling of hysteretic structural response and applications to seismic risk assessment

(2020) D. Patsialis et al.   ENGINEERING STRUCTURES

Structural uncertainty modeling for nonlinear geometric response using nonintrusive reduced order models

(2020) X.Q. Wang et al.   PROBABILISTIC ENGINEERING MECHANICS

A POD-Galerkin reduced order model of a turbulent convective buoyant flow of sodium over a backward-facing step

(2020) S. Kelbij Star et al.   APPLIED MATHEMATICAL MODELLING

A fast reduced-order model for radial integral boundary element method based on proper orthogonal decomposition in nonlinear transient heat conduction problems

(2020) Genghui Jiang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

A POD-Galerkin reduced-order model for two-dimensional Rayleigh-Bénard convection with viscoelastic fluid

(2020) Yue Wang et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

A novel rockbolt formulation for a GPU-accelerated, finite-discrete element method code and its application to underground excavations

(2020) A. Lisjak et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Optimization of support vector machine through the use of metaheuristic algorithms in forecasting TBM advance rate

(2020) Jian Zhou et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Simulation of the inclined jointed rock mass behaviors in a mountain tunnel excavation using DDA

(2019) Trong Nhan Do et al.   COMPUTERS AND GEOTECHNICS

A review of machine learning for new generation smart dispatch in power systems

(2019) Linfei Yin et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Classification methods for point clouds in rock slope monitoring: A novel machine learning approach and comparative analysis

(2019) L. Weidner et al.   ENGINEERING GEOLOGY

A novel hybrid surrogate intelligent model for creep index prediction based on particle swarm optimization and random forest

(2019) Pin Zhang et al.   ENGINEERING GEOLOGY

An intelligent based-model role to simulate the factor of safe slope by support vector regression

(2018) Puteri Azura Sari et al.   ENGINEERING WITH COMPUTERS

Determination of the Geomechanical Parameters and Associated Uncertainties in Hydraulic Fracturing by Hybrid Probabilistic Inverse Analysis

(2017) Hongbo Zhao et al.   International Journal of Geomechanics

Probabilistic back analysis based on Bayesian and multi-output support vector machine for a high cut rock slope

(2016) Shaojun Li et al.   ENGINEERING GEOLOGY

Response surface methods for slope reliability analysis: Review and comparison

(2016) Dian-Qing Li et al.   ENGINEERING GEOLOGY

Inverse analysis of geomechanical parameters by the artificial bee colony algorithm and multi-output support vector machine

(2016) Hongbo Zhao et al.   INVERSE PROBLEMS IN SCIENCE AND ENGINEERING

The use of dynamic basis functions in proper orthogonal decomposition

(2015) Brian A. Freno et al.   JOURNAL OF FLUIDS AND STRUCTURES

Reduced-order finite difference extrapolation model based on proper orthogonal decomposition for two-dimensional shallow water equations including sediment concentration

(2015) Zhendong Luo et al.   JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS

A proper orthogonal decomposition method for nonlinear flows with deforming meshes

(2014) Brian A. Freno et al.   INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW

Determination of in situ stresses and elastic parameters from hydraulic fracturing tests by geomechanics modeling and soft computing

(2014) Shike Zhang et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Application of artificial intelligence algorithms in predicting tunnel convergence to avoid TBM jamming phenomenon

(2012) Satar Mahdevari et al.   INTERNATIONAL JOURNAL OF ROCK MECHANICS AND MINING SCIENCES

Probabilistic analysis of underground rock excavations using response surface method and SORM

(2011) Qing Lü et al.   COMPUTERS AND GEOTECHNICS

Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation

(2011) D. Tuia et al.   IEEE Geoscience and Remote Sensing Letters

An approximate ANN-based solution for convergence of lined circular tunnels in elasto-plastic rock masses with anisotropic stresses

(2011) Hosein Rafiai et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Prediction of tunnel convergence using Artificial Neural Networks

(2011) Satar Mahdevari et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Geomechanical parameters identification by particle swarm optimization and support vector machine

(2009) Hong-bo Zhao et al.   APPLIED MATHEMATICAL MODELLING

Reduced-order modeling of parameterized PDEs using time-space-parameter principal component analysis

(2009) C. Audouze et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Acceleration techniques for reduced-order models based on proper orthogonal decomposition

(2008) Paul G.A. Cizmas et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Slope reliability analysis using a support vector machine

(2007) Hong-bo Zhao   COMPUTERS AND GEOTECHNICS